{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Two parallel noncomunicating zones in a reservoir\n",
    "I'm injecting the seawater into a reservoir via a long horizontal well. The injectivity is better in some areas. I assign a larger injection rate to the 1D model for that zone, and a lower injection rate to the rest of the well, which is modelled again with a 1D model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Recompiling stale cache file C:\\Users\\aliak\\.julia\\compiled\\v1.1\\SetPyPlot\\Rkvls.ji for SetPyPlot [d6c70c59-9b85-50b1-926c-19fb5cf24e7d]\n",
      "└ @ Base loading.jl:1184\n",
      "┌ Warning: Package SetPyPlot does not have PyPlot in its dependencies:\n",
      "│ - If you have SetPyPlot checked out for development and have\n",
      "│   added PyPlot as a dependency but haven't updated your primary\n",
      "│   environment's manifest file, try `Pkg.resolve()`.\n",
      "│ - Otherwise you may need to report an issue with SetPyPlot\n",
      "└ Loading PyPlot into SetPyPlot from project dependency, future warnings for SetPyPlot are suppressed.\n"
     ]
    }
   ],
   "source": [
    "include(\"../FractionalFlow/FractionalFlow.jl\")\n",
    "using PyPlot, Dierckx, SetPyPlot, Roots\n",
    "import CoolProp\n",
    "FF = FractionalFlow\n",
    "setrcparam()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[32m\u001b[1m  Updating\u001b[22m\u001b[39m registry at `C:\\Users\\aliak\\.julia\\registries\\General`\n",
      "\u001b[32m\u001b[1m  Updating\u001b[22m\u001b[39m git-repo `https://github.com/JuliaRegistries/General.git`\n",
      "\u001b[2K\u001b[?25h\u001b[32m\u001b[1m Resolving\u001b[22m\u001b[39m package versions...\n",
      "\u001b[32m\u001b[1m Installed\u001b[22m\u001b[39m LoweredCodeUtils ─ v0.3.1\n",
      "\u001b[32m\u001b[1m Installed\u001b[22m\u001b[39m CodeTracking ───── v0.5.4\n",
      "\u001b[32m\u001b[1m  Updating\u001b[22m\u001b[39m `C:\\Users\\aliak\\.julia\\environments\\v1.1\\Project.toml`\n",
      "\u001b[90m [no changes]\u001b[39m\n",
      "\u001b[32m\u001b[1m  Updating\u001b[22m\u001b[39m `C:\\Users\\aliak\\.julia\\environments\\v1.1\\Manifest.toml`\n",
      " \u001b[90m [da1fd8a2]\u001b[39m\u001b[93m ↑ CodeTracking v0.5.3 ⇒ v0.5.4\u001b[39m\n",
      " \u001b[90m [6f1432cf]\u001b[39m\u001b[93m ↑ LoweredCodeUtils v0.3.0 ⇒ v0.3.1\u001b[39m\n"
     ]
    }
   ],
   "source": [
    "]add ProgressMeter "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "w_comp (generic function with 1 method)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "function w_comp(p_in, p_out)\n",
    "    eta_comp=0.7\n",
    "    eta_driver=0.9\n",
    "    eta_pp=0.4\n",
    "    comp_ratio = 3.5     \n",
    "    w_min=0.0\n",
    "\n",
    "    T_comp=40.0+273.15 # K gas enters the compressor\n",
    "    n_stage = Int(round(log(p_out/p_in)/log(comp_ratio)))\n",
    "    p_comp=zeros(n_stage+1)\n",
    "    p_comp[1]=p_in\n",
    "    p_comp[end]=p_out\n",
    "    for i in 2:n_stage\n",
    "        p_comp[i]=p_comp[i-1]*comp_ratio\n",
    "    end\n",
    "    for i in 1:n_stage\n",
    "        S_in=CoolProp.PropsSI(\"SMOLAR\", \"T\", T_comp, \"P\", p_comp[i], \"CO2\") # molar entropy J/(mol.K)\n",
    "        H_in=CoolProp.PropsSI(\"HMOLAR\", \"T\", T_comp, \"P\", p_comp[i], \"CO2\") # molar enthalpy J/mol\n",
    "        T_out=CoolProp.PropsSI(\"T\", \"SMOLAR\", S_in, \"P\", p_comp[i+1], \"CO2\")\n",
    "        H_out=CoolProp.PropsSI(\"HMOLAR\", \"T\", T_out, \"P\", p_comp[i+1], \"CO2\") # molar enthalpy J/mol\n",
    "        w_min+=H_out-H_in # J/mol\n",
    "    end\n",
    "    return w_min/(eta_comp*eta_driver*eta_pp)\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2.5e7"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "krw0_ww = 0.271636\n",
    "krw0_ow = 0.226423\n",
    "kro0_ww = 0.640774\n",
    "kro0_ow = 0.53222\n",
    "nw_ww = 3.74488\n",
    "# nw_ow= 3.81109\n",
    "# no_ww = 1.93454\n",
    "nw_ow= 3.0\n",
    "no_ww = 2.0\n",
    "no_ow= 2.0844\n",
    "sor_ww=0.333829\n",
    "sor_ow=0.40325\n",
    "sor_mw=0.1\n",
    "swc_ww=0.212\n",
    "swc_ow=0.212\n",
    "\n",
    "mu_oil = 0.6e-3 # no CO2\n",
    "mu_oil_CO2 = 0.25e-3 # with 60% CO2\n",
    "mu_water = 0.45e-3 # constant\n",
    "\n",
    "\n",
    "u_inj_slow = 0.03e-5 # [m/s]\n",
    "pv_inj_fast = 2.0\n",
    "pv_inj_slow = 7.0\n",
    "A_fast = 0.7 # normalized to a total injection area of 1.0\n",
    "A_slow = 1-A_fast # normalized to a total injection area of 1.0\n",
    "eq_const = 0.3\n",
    "L_res = 100 # [m]\n",
    "poros = 0.3 # [-]\n",
    "k = 0.001e-12 # [m2]\n",
    "p_back = 250e5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.02592"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "u_inj_slow*24*3600"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "Figure(PyObject <Figure size 1062.99x826.772 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1062.99x826.772 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1062.99x826.772 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1062.99x826.772 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1062.99x826.772 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: difficulty finding the shock front saturation range!\n",
      "└ @ Main.FractionalFlow D:\\projects\\github\\peteng\\analytical\\FractionalFlow\\FractionalFlow.jl:401\n",
      "┌ Info: difficulty finding the shock front saturation range!\n",
      "└ @ Main.FractionalFlow D:\\projects\\github\\peteng\\analytical\\FractionalFlow\\FractionalFlow.jl:401\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "PyObject <matplotlib.legend.Legend object at 0x00000000358E2EB8>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fluids_hs = FF.oil_water_fluids(mu_water=mu_water, mu_oil=mu_oil)\n",
    "fluids_ls = FF.oil_water_fluids(mu_water=mu_water, mu_oil=mu_oil)\n",
    "rel_perms_hs = FF.oil_water_rel_perms(krw0=krw0_ow, kro0=kro0_ow, \n",
    "        swc=swc_ow, sor=sor_ow, nw=nw_ow, no = no_ow)\n",
    "rel_perms_ls = FF.oil_water_rel_perms(krw0=krw0_ww, kro0=kro0_ww, \n",
    "        swc=swc_ww, sor=sor_ww, nw=nw_ww, no = no_ww)\n",
    "# rel_perms_hs = FF.oil_water_rel_perms(krw0=0.4, kro0=0.9, \n",
    "#         swc=0.15, sor=0.4, nw=2.0, no = 2.0)\n",
    "# rel_perms_ls = FF.oil_water_rel_perms(krw0=0.35, kro0=0.95, \n",
    "#         swc=0.15, sor=0.35, nw=2.0, no = 2.0)\n",
    "core_flood = FF.core_flooding(u_inj=u_inj_slow, pv_inject=pv_inj_slow, p_back=p_back, sw_init=0.2, sw_inj=1.0, rel_perms=rel_perms_hs)\n",
    "\n",
    "core_props = FF.core_properties(L=L_res, φ=poros, k=k)\n",
    "\n",
    "ls_res_slow = FF.single_ion_adsorption_water_flood(core_props, fluids_ls, fluids_hs, rel_perms_hs, \n",
    "        rel_perms_ls, core_flood, eq_const)\n",
    "\n",
    "FF.visualize(ls_res_slow)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The above figure shows the water cut in each zone. I need to add them together based on the total flow rate in each zone and plot the final value versus time. I need to know the total injection rate, the total surface area of each zone, and the water cut versus time. Then I calculate the new water cut versus time by calculating the total flow of oil and normalizing it."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Solvent injection: DME example\n",
    "One necessary detail is the volumetric partition coefficient that is needed for finding the analytical solution. It can be done by doing some thermodynamic magic for finding the partial molar volumes of DME in the aqueous and in the oleic phase.  \n",
    "I've done it in another file, because it is boring for everybody else (not me, I love thermodynamics). The result is here. I have also shown the molar and mass partition coefficients"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "low sal sw_shock = 0.842836690267015\n",
      "low sal breakthrough time = 1.3654081679391532\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: difficulty finding the shock front saturation range!\n",
      "└ @ Main.FractionalFlow D:\\projects\\github\\peteng\\analytical\\FractionalFlow\\FractionalFlow.jl:401\n",
      "┌ Info: difficulty finding the shock front saturation range!\n",
      "└ @ Main.FractionalFlow D:\\projects\\github\\peteng\\analytical\\FractionalFlow\\FractionalFlow.jl:401\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1062.99x826.772 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1062.99x826.772 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1062.99x826.772 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1062.99x826.772 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1062.99x826.772 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "co2 breakthrough time is 1.3654081679391533e8\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "PyObject <matplotlib.legend.Legend object at 0x0000000035D32438>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "kro0_ww = 0.840774\n",
    "sor_ww=0.133829\n",
    "\n",
    "fluids_oil_water = FF.oil_water_fluids(mu_water=mu_water, mu_oil=mu_oil)\n",
    "fluids_solvent = FF.oil_water_fluids(mu_water=mu_water, mu_oil=mu_oil_CO2)\n",
    "# rel_perms_oil_water = FF.oil_water_rel_perms(krw0=0.4, kro0=0.9, \n",
    "#     swc=0.15, sor=0.2, nw=2.0, no = 2.0)\n",
    "# rel_perms_solvent = FF.oil_water_rel_perms(krw0=0.4, kro0=0.9, \n",
    "# swc=0.15, sor=0.05, nw=2.0, no = 2.0)\n",
    "rel_perms_oil_water = FF.oil_water_rel_perms(krw0=krw0_ow, kro0=kro0_ow, \n",
    "        swc=swc_ow, sor=sor_ow, nw=nw_ow, no = no_ow)\n",
    "rel_perms_solvent = FF.oil_water_rel_perms(krw0=krw0_ww, kro0=kro0_ww, \n",
    "        swc=swc_ww, sor=sor_ww, nw=nw_ww, no = no_ww)\n",
    "core_flood = FF.core_flooding(u_inj=u_inj_slow, pv_inject=pv_inj_slow, p_back=p_back, sw_init=0.2, sw_inj=1.0, rel_perms=rel_perms_hs)\n",
    "# core_props = FF.core_properties()\n",
    "K_eq = 3.5\n",
    "sol_res = FF.water_soluble_solvent_flood(core_props, fluids_solvent, fluids_oil_water, \n",
    "    rel_perms_oil_water, rel_perms_solvent, core_flood, K_eq)\n",
    "FF.visualize(sol_res)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "Figure(PyObject <Figure size 3000x900 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure(figsize=(10,3))\n",
    "plot(sol_res.saturation_profile_xt[:,1], sol_res.saturation_profile_xt[:,2], linewidth = 3)\n",
    "plot(ls_res_slow.saturation_profile_xt[:,1], ls_res_slow.saturation_profile_xt[:,2], \":\", linewidth = 2)\n",
    "\n",
    "plot(sol_res.tracer_profile_xt[:,1], sol_res.tracer_profile_xt[:,2], \"--\")\n",
    "xlabel(\"x/t\")\n",
    "ylabel(\"Saturation\")\n",
    "axis([0,3.5,0,1])\n",
    "\n",
    "\n",
    "ind_sat_first = findfirst(sol_res.saturation_profile_xt[:,2].<0.8)\n",
    "x_sat = [sol_res.saturation_profile_xt[1:ind_sat_first,1]; sol_res.tracer_profile_xt[ind_tracer,1]]\n",
    "val_sat = [sol_res.saturation_profile_xt[1:ind_sat_first,2]; sol_res.saturation_profile_xt[ind_sat_first,2]]\n",
    "\n",
    "# fill_between(sol_res.saturation_profile_xt[1:ind_tracer,1], sol_res.saturation_profile_xt[1:ind_tracer,2])\n",
    "# fill_between(x_sat, val_sat, y2=1.0-sor_ww, color=\"b\", alpha=0.3)\n",
    "\n",
    "# tracer front\n",
    "ind_tracer = findfirst(sol_res.tracer_profile_xt[:,2].<1)\n",
    "fill_between(sol_res.tracer_profile_xt[1:ind_tracer,1], sol_res.tracer_profile_xt[1:ind_tracer,2], color=\"orange\", alpha=0.3)\n",
    "\n",
    "# CW front\n",
    "fill_between([0, sol_res.saturation_profile_xt[ind_sat_first,1]], [1.0,1.0], color = \"b\", alpha=0.2)\n",
    "\n",
    "# FW front\n",
    "ind_sat_second = findfirst(sol_res.saturation_profile_xt[:,2].<0.4)\n",
    "fill_between([sol_res.tracer_profile_xt[ind_tracer,1], sol_res.saturation_profile_xt[ind_sat_second,1]], \n",
    "    [1.0,1.0], color = \"b\", alpha=0.3)\n",
    "\n",
    "savefig(\"results/sat_profile.svg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1062.99x826.772 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No handles with labels found to put in legend.\n"
     ]
    }
   ],
   "source": [
    "FF.visualize_solution(sol_res)\n",
    "savefig(\"results/CW_frac_flow_solution.svg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3-element Array{Real,1}:\n",
       " 1.0\n",
       " 1.0\n",
       " 0.0"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sol_res.tracer_profile_xt[1:ind_tracer,2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1062.99x826.772 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "2-element Array{PyCall.PyObject,1}:\n",
       " PyObject <matplotlib.lines.Line2D object at 0x00000000383F1A20>\n",
       " PyObject <matplotlib.lines.Line2D object at 0x00000000383F1BA8>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dp = Spline1D(sol_res.dp_pv[:,1], sol_res.dp_pv[:,2], k=1, bc=\"nearest\")\n",
    "R = Spline1D(sol_res.recovery_pv[:,1], sol_res.recovery_pv[:,2])\n",
    "WC = Spline1D(sol_res.water_cut_pv[:,1], sol_res.water_cut_pv[:,2])\n",
    "pv = collect(range(0, 2, length = 100))\n",
    "plot(pv, dp(pv), sol_res.dp_pv[:,1], sol_res.dp_pv[:,2], \"o\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.9914739270570252"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ind_max = findfirst(sol_res.dp_pv[2:end,1].>2)\n",
    "water_cut = sol_res.water_cut_pv[1:ind_max,2]\n",
    "t_inj = sol_res.water_cut_pv[1:ind_max,1] # PV\n",
    "t_end = t_inj[end]\n",
    "pv_bt = 1.3654081679391532 # PV of CO2 breakthrough\n",
    "pv_tot = t_inj[end]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exergy analysis\n",
    "In this section, I perform a very quick and dirty exergy analysis for the paper.\n",
    "work is calculated per unit injected volume; we assume that dissolution of CO2 in water does not change its density (only for the mass balance).\n",
    "\n",
    "Injection: 1 m3/s"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "172726.09314817365"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# basis\n",
    "q_inj = 1.0 # PV/time carbonated water injection rate\n",
    "eta_driver=0.9\n",
    "eta_pp=0.4\n",
    "eta_pump = 0.8\n",
    "\n",
    "# input numbers\n",
    "Ex_trans_CO2 = 1000 # [kJ/kg CO2]\n",
    "Ex_capture = 4000 # [kJ/kg CO2]\n",
    "Ex_transport = 1000 # [kJ/kg CO2]\n",
    "Ex_capture_atm = 2.0*Ex_capture # 50% higher than post combustion capture\n",
    "Ex_oil = 10*400+22*100 # [kJ/mol oil] Decane\n",
    "em_pp = 0.044/500\n",
    "MW_oil = 0.012*10+22.0*0.001 # [kg/mol] \n",
    "MW_CO2 = 0.044 # kg/mol\n",
    "ρ_oil = 800 # [kg/m3]\n",
    "\n",
    "# exergy analysis for an injection time of 2.0 PV\n",
    "pv_CO2_bt = 1.3654081679391532 # PV CO2 breakthrough\n",
    "c_CO2_inj = 0.6 # kmol CO2/m3 water\n",
    "c_CO2_oil = K_eq*c_CO2_inj # kmol CO2/m3 oil\n",
    "\n",
    "p_inj = sol_res.dp_pv[1:ind_max,1].+p_back # Pa injection pressure\n",
    "p_head = 1e5 # pressure at the wellhead\n",
    "\n",
    "n_CO2 = q_inj*c_CO2_inj*1000 # mol/s CO2\n",
    "w_comp_real = w_comp.(p_head, p_inj) # J/s/mol CO2\n",
    "w_pump = q_inj*(p_inj.-p_head)./(eta_pump*eta_driver*eta_pp) # J/s\n",
    "\n",
    "oil_flow = q_inj.*(1.0 .- water_cut) # m^3/s oil flow\n",
    "\n",
    "# total_oil = FF.trapz(t_inj, oil_flow) # m^3 oil produced\n",
    "total_oil = sol_res.recovery_pv[ind_max,2]*(1-0.2)\n",
    "\n",
    "init_oil = 1-0.2\n",
    "init_water = 0.2\n",
    "\n",
    "remaining_oil = (1-sol_res.recovery_pv[ind_max,2])*(1-0.2) # fraction of pore volume\n",
    "total_CO2_stored = remaining_oil*K_eq*c_CO2_inj+(1-remaining_oil)*c_CO2_inj # kmol CO2 stored in the reservoir\n",
    "\n",
    "total_oil_CO2 = 10*total_oil*ρ_oil/MW_oil/1000 # kmol CO2 of oil itself\n",
    "CO2_penalty = (Ex_capture+Ex_transport)*MW_CO2*c_CO2_inj*pv_tot*em_pp/MW_CO2/1000 # kmol CO2\n",
    "\n",
    "total_exergy_required = FF.trapz(t_inj, w_pump.+w_comp_real.*c_CO2_inj)/1000+\n",
    "                        (Ex_capture+Ex_transport)*MW_CO2*c_CO2_inj*pv_tot # kJ\n",
    "total_oil_exergy = total_oil*ρ_oil/MW_oil*Ex_oil # kJ\n",
    "\n",
    "# CO2 stored:\n",
    "storage_fraction = (total_CO2_stored-CO2_penalty)/total_oil_CO2\n",
    "\n",
    "total_exergy_required_atm = FF.trapz(t_inj, w_pump.+w_comp_real.*c_CO2_inj)/1000+\n",
    "                        (Ex_capture_atm+Ex_transport)*MW_CO2*c_CO2_inj*pv_tot # kJ"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Postcombustion"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.007537709007312363, 0.022121993282675025)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "total_exergy_required/total_oil_exergy, (total_CO2_stored-CO2_penalty)/total_oil_CO2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9924622909926877"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "1-0.007537709007312363"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.4242320305314949e-5"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(CO2_penalty)/total_oil_CO2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "108625.85056674683"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Ex_capture/MW_CO2*c_CO2_inj*pv_tot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# atm capture"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.007546897601057728, 0.02213623560298034)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "total_exergy_required_atm/total_oil_exergy, (total_CO2_stored)/total_oil_CO2"
   ]
  }
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